Reporte IDS

Dataset statistics

Number of variables	42
Number of observations	25192
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.1 MiB
Average record size in memory	336.0 B

Variable types

Numeric	27
Categorical	15

Warnings

`num_outbound_cmds` has constant value "0"	Constant
`is_host_login` has constant value "0"	Constant
`service` has a high cardinality: 66 distinct values	High cardinality
`hot` is highly correlated with `is_guest_login`	High correlation
`logged_in` is highly correlated with `count` and 3 other fields	High correlation
`num_compromised` is highly correlated with `su_attempted` and 2 other fields	High correlation
`root_shell` is highly correlated with `su_attempted`	High correlation
`su_attempted` is highly correlated with `num_compromised` and 3 other fields	High correlation
`num_root` is highly correlated with `num_compromised` and 2 other fields	High correlation
`num_access_files` is highly correlated with `num_compromised` and 2 other fields	High correlation
`is_guest_login` is highly correlated with `hot`	High correlation
`count` is highly correlated with `logged_in` and 1 other fields	High correlation
`serror_rate` is highly correlated with `srv_serror_rate` and 5 other fields	High correlation
`srv_serror_rate` is highly correlated with `serror_rate` and 5 other fields	High correlation
`rerror_rate` is highly correlated with `srv_rerror_rate` and 2 other fields	High correlation
`srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`same_srv_rate` is highly correlated with `logged_in` and 8 other fields	High correlation
`dst_host_count` is highly correlated with `same_srv_rate` and 1 other fields	High correlation
`dst_host_srv_count` is highly correlated with `logged_in` and 6 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `logged_in` and 7 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `serror_rate` and 5 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `serror_rate` and 5 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`src_bytes` is highly correlated with `dst_bytes` and 11 other fields	High correlation
`dst_bytes` is highly correlated with `src_bytes` and 9 other fields	High correlation
`hot` is highly correlated with `is_guest_login`	High correlation
`logged_in` is highly correlated with `src_bytes` and 7 other fields	High correlation
`root_shell` is highly correlated with `su_attempted`	High correlation
`su_attempted` is highly correlated with `root_shell`	High correlation
`is_guest_login` is highly correlated with `hot`	High correlation
`count` is highly correlated with `src_bytes` and 11 other fields	High correlation
`srv_count` is highly correlated with `count`	High correlation
`serror_rate` is highly correlated with `src_bytes` and 9 other fields	High correlation
`srv_serror_rate` is highly correlated with `src_bytes` and 8 other fields	High correlation
`rerror_rate` is highly correlated with `srv_rerror_rate` and 2 other fields	High correlation
`srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`same_srv_rate` is highly correlated with `src_bytes` and 13 other fields	High correlation
`diff_srv_rate` is highly correlated with `src_bytes` and 12 other fields	High correlation
`dst_host_count` is highly correlated with `count` and 5 other fields	High correlation
`dst_host_srv_count` is highly correlated with `src_bytes` and 8 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `src_bytes` and 12 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `src_bytes` and 7 other fields	High correlation
`dst_host_same_src_port_rate` is highly correlated with `count` and 3 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly correlated with `count` and 3 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `src_bytes` and 10 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `src_bytes` and 7 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`duration` is highly correlated with `land` and 23 other fields	High correlation
`src_bytes` is highly correlated with `land` and 25 other fields	High correlation
`dst_bytes` is highly correlated with `land` and 25 other fields	High correlation
`land` is highly correlated with `duration` and 24 other fields	High correlation
`wrong_fragment` is highly correlated with `duration` and 27 other fields	High correlation
`urgent` is highly correlated with `duration` and 24 other fields	High correlation
`hot` is highly correlated with `duration` and 27 other fields	High correlation
`num_failed_logins` is highly correlated with `duration` and 24 other fields	High correlation
`logged_in` is highly correlated with `land` and 23 other fields	High correlation
`num_compromised` is highly correlated with `duration` and 24 other fields	High correlation
`root_shell` is highly correlated with `duration` and 28 other fields	High correlation
`su_attempted` is highly correlated with `duration` and 24 other fields	High correlation
`num_root` is highly correlated with `duration` and 28 other fields	High correlation
`num_file_creations` is highly correlated with `duration` and 24 other fields	High correlation
`num_shells` is highly correlated with `duration` and 28 other fields	High correlation
`num_access_files` is highly correlated with `duration` and 24 other fields	High correlation
`num_outbound_cmds` is highly correlated with `duration` and 28 other fields	High correlation
`is_host_login` is highly correlated with `duration` and 24 other fields	High correlation
`is_guest_login` is highly correlated with `duration` and 28 other fields	High correlation
`count` is highly correlated with `rerror_rate` and 7 other fields	High correlation
`srv_count` is highly correlated with `serror_rate` and 7 other fields	High correlation
`serror_rate` is highly correlated with `duration` and 19 other fields	High correlation
`srv_serror_rate` is highly correlated with `duration` and 19 other fields	High correlation
`rerror_rate` is highly correlated with `duration` and 27 other fields	High correlation
`srv_rerror_rate` is highly correlated with `duration` and 27 other fields	High correlation
`same_srv_rate` is highly correlated with `land` and 18 other fields	High correlation
`diff_srv_rate` is highly correlated with `src_bytes` and 16 other fields	High correlation
`srv_diff_host_rate` is highly correlated with `duration` and 21 other fields	High correlation
`dst_host_count` is highly correlated with `src_bytes` and 16 other fields	High correlation
`dst_host_srv_count` is highly correlated with `dst_host_same_srv_rate` and 5 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `serror_rate` and 8 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `src_bytes` and 16 other fields	High correlation
`dst_host_same_src_port_rate` is highly correlated with `count` and 7 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly correlated with `land` and 19 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `duration` and 19 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `duration` and 19 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `duration` and 33 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `duration` and 35 other fields	High correlation
`num_access_files` is highly correlated with `su_attempted` and 2 other fields	High correlation
`same_srv_rate` is highly correlated with `dst_host_srv_serror_rate` and 12 other fields	High correlation
`srv_count` is highly correlated with `count` and 2 other fields	High correlation
`duration` is highly correlated with `dst_host_diff_srv_rate`	High correlation
`dst_host_same_src_port_rate` is highly correlated with `dst_host_srv_count` and 6 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `same_srv_rate` and 10 other fields	High correlation
`su_attempted` is highly correlated with `num_access_files` and 2 other fields	High correlation
`dst_host_srv_count` is highly correlated with `same_srv_rate` and 11 other fields	High correlation
`flag` is highly correlated with `same_srv_rate` and 14 other fields	High correlation
`dst_host_srv_diff_host_rate` is highly correlated with `dst_host_same_src_port_rate` and 3 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `same_srv_rate` and 12 other fields	High correlation
`is_guest_login` is highly correlated with `hot` and 1 other fields	High correlation
`dst_host_same_srv_rate` is highly correlated with `same_srv_rate` and 12 other fields	High correlation
`serror_rate` is highly correlated with `same_srv_rate` and 11 other fields	High correlation
`hot` is highly correlated with `is_guest_login` and 1 other fields	High correlation
`count` is highly correlated with `same_srv_rate` and 12 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `flag` and 5 other fields	High correlation
`num_root` is highly correlated with `num_access_files` and 3 other fields	High correlation
`srv_serror_rate` is highly correlated with `same_srv_rate` and 10 other fields	High correlation
`srv_rerror_rate` is highly correlated with `flag` and 3 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `flag` and 3 other fields	High correlation
`service` is highly correlated with `same_srv_rate` and 19 other fields	High correlation
`rerror_rate` is highly correlated with `flag` and 7 other fields	High correlation
`dst_host_count` is highly correlated with `same_srv_rate` and 6 other fields	High correlation
`dst_host_diff_srv_rate` is highly correlated with `duration` and 5 other fields	High correlation
`num_compromised` is highly correlated with `num_access_files` and 3 other fields	High correlation
`logged_in` is highly correlated with `same_srv_rate` and 11 other fields	High correlation
`diff_srv_rate` is highly correlated with `same_srv_rate` and 2 other fields	High correlation
`srv_diff_host_rate` is highly correlated with `dst_host_srv_diff_host_rate` and 1 other fields	High correlation
`class` is highly correlated with `same_srv_rate` and 11 other fields	High correlation
`root_shell` is highly correlated with `num_root` and 1 other fields	High correlation
`protocol_type` is highly correlated with `srv_count` and 3 other fields	High correlation
`urgent` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`logged_in` is highly correlated with `flag` and 4 other fields	High correlation
`flag` is highly correlated with `logged_in` and 3 other fields	High correlation
`class` is highly correlated with `logged_in` and 4 other fields	High correlation
`num_failed_logins` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`root_shell` is highly correlated with `su_attempted` and 2 other fields	High correlation
`protocol_type` is highly correlated with `service` and 2 other fields	High correlation
`num_shells` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`su_attempted` is highly correlated with `root_shell` and 2 other fields	High correlation
`service` is highly correlated with `logged_in` and 5 other fields	High correlation
`num_outbound_cmds` is highly correlated with `urgent` and 13 other fields	High correlation
`land` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`is_host_login` is highly correlated with `urgent` and 13 other fields	High correlation
`wrong_fragment` is highly correlated with `num_outbound_cmds` and 1 other fields	High correlation
`is_guest_login` is highly correlated with `service` and 2 other fields	High correlation
`src_bytes` is highly skewed (γ1 = 157.5585416)	Skewed
`dst_bytes` is highly skewed (γ1 = 54.77757621)	Skewed
`num_compromised` is highly skewed (γ1 = 62.19108752)	Skewed
`num_root` is highly skewed (γ1 = 62.3210635)	Skewed
`num_file_creations` is highly skewed (γ1 = 52.1416881)	Skewed
`num_access_files` is highly skewed (γ1 = 41.75276352)	Skewed
`duration` has 23168 (92.0%) zeros	Zeros
`src_bytes` has 9866 (39.2%) zeros	Zeros
`dst_bytes` has 13574 (53.9%) zeros	Zeros
`hot` has 24672 (97.9%) zeros	Zeros
`num_compromised` has 24920 (98.9%) zeros	Zeros
`num_root` has 25058 (99.5%) zeros	Zeros
`num_file_creations` has 25126 (99.7%) zeros	Zeros
`num_access_files` has 25113 (99.7%) zeros	Zeros
`serror_rate` has 17329 (68.8%) zeros	Zeros
`srv_serror_rate` has 17708 (70.3%) zeros	Zeros
`rerror_rate` has 21985 (87.3%) zeros	Zeros
`srv_rerror_rate` has 21959 (87.2%) zeros	Zeros
`same_srv_rate` has 543 (2.2%) zeros	Zeros
`diff_srv_rate` has 15245 (60.5%) zeros	Zeros
`srv_diff_host_rate` has 19517 (77.5%) zeros	Zeros
`dst_host_same_srv_rate` has 1379 (5.5%) zeros	Zeros
`dst_host_diff_srv_rate` has 9343 (37.1%) zeros	Zeros
`dst_host_same_src_port_rate` has 12673 (50.3%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 17387 (69.0%) zeros	Zeros
`dst_host_serror_rate` has 16221 (64.4%) zeros	Zeros
`dst_host_srv_serror_rate` has 17005 (67.5%) zeros	Zeros
`dst_host_rerror_rate` has 20688 (82.1%) zeros	Zeros
`dst_host_srv_rerror_rate` has 21349 (84.7%) zeros	Zeros

Reproduction

Analysis started	2022-04-05 01:03:07.356439
Analysis finished	2022-04-05 01:14:12.884702
Duration	11 minutes and 5.53 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

duration
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	758
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	305.0541045

Minimum	0
Maximum	42862
Zeros	23168
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	42862
Range	42862
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2686.55564
Coefficient of variation (CV)	8.806816891
Kurtosis	146.7010243
Mean	305.0541045
Median Absolute Deviation (MAD)	0
Skewness	11.53264335
Sum	7684923
Variance	7217581.207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23168	92.0%
1	374	1.5%
2	165	0.7%
3	102	0.4%
4	75	0.3%
5	62	0.2%
6	41	0.2%
27	40	0.2%
28	38	0.2%
7	26	0.1%
Other values (748)	1101	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23168	92.0%
1	374	1.5%
2	165	0.7%
3	102	0.4%
4	75	0.3%
5	62	0.2%
6	41	0.2%
7	26	0.1%
8	19	0.1%
9	22	0.1%

Value	Count	Frequency (%)
42862	1	< 0.1%
42658	1	< 0.1%
42636	1	< 0.1%
42470	1	< 0.1%
42260	1	< 0.1%
42021	1	< 0.1%
41802	1	< 0.1%
41561	1	< 0.1%
41541	1	< 0.1%
41476	1	< 0.1%

protocol_type
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

tcp	20526
udp	3011
icmp	1655

Length

Max length	4
Median length	3
Mean length	3.065695459
Min length	3

Characters and Unicode

Total characters	77231
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	tcp
2nd row	udp
3rd row	tcp
4th row	tcp
5th row	tcp

Common Values

Value	Count	Frequency (%)
tcp	20526	81.5%
udp	3011	12.0%
icmp	1655	6.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
tcp	20526	81.5%
udp	3011	12.0%
icmp	1655	6.6%

Most occurring characters

Value	Count	Frequency (%)
p	25192	32.6%
c	22181	28.7%
t	20526	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	77231	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
p	25192	32.6%
c	22181	28.7%
t	20526	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	77231	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
p	25192	32.6%
c	22181	28.7%
t	20526	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	77231	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
p	25192	32.6%
c	22181	28.7%
t	20526	26.6%
u	3011	3.9%
d	3011	3.9%
i	1655	2.1%
m	1655	2.1%

service
Categorical

HIGH CARDINALITY
HIGH CORRELATION
HIGH CORRELATION

Distinct	66
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

http	8003
private	4351
domain_u	1820
smtp	1449
ftp_data	1396
Other values (61)	8173

Length

Max length	11
Median length	5
Mean length	5.473682121
Min length	3

Characters and Unicode

Total characters	137893
Distinct characters	39
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	ftp_data
2nd row	other
3rd row	private
4th row	http
5th row	http

Common Values

Value	Count	Frequency (%)
http	8003	31.8%
private	4351	17.3%
domain_u	1820	7.2%
smtp	1449	5.8%
ftp_data	1396	5.5%
eco_i	909	3.6%
other	858	3.4%
ecr_i	613	2.4%
telnet	483	1.9%
finger	366	1.5%
Other values (56)	4944	19.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
http	8003	31.8%
private	4351	17.3%
domain_u	1820	7.2%
smtp	1449	5.8%
ftp_data	1396	5.5%
eco_i	909	3.6%
other	858	3.4%
ecr_i	613	2.4%
telnet	483	1.9%
finger	366	1.5%
Other values (56)	4944	19.6%

Most occurring characters

Value	Count	Frequency (%)
t	29049	21.1%
p	17578	12.7%
a	10319	7.5%
e	9860	7.2%
h	9852	7.1%
i	9744	7.1%
r	6989	5.1%
_	5928	4.3%
o	4909	3.6%
n	4525	3.3%
Other values (29)	29140	21.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	130368	94.5%
Connector Punctuation	5928	4.3%
Decimal Number	1283	0.9%
Uppercase Letter	314	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	29049	22.3%
p	17578	13.5%
a	10319	7.9%
e	9860	7.6%
h	9852	7.6%
i	9744	7.5%
r	6989	5.4%
o	4909	3.8%
n	4525	3.5%
v	4458	3.4%
Other values (15)	23085	17.7%

Decimal Number

Value	Count	Frequency (%)
4	364	28.4%
3	338	26.3%
0	174	13.6%
9	172	13.4%
5	172	13.4%
1	45	3.5%
2	17	1.3%
8	1	0.1%

Uppercase Letter

Value	Count	Frequency (%)
Z	172	54.8%
I	40	12.7%
R	40	12.7%
C	40	12.7%
X	22	7.0%

Connector Punctuation

Value	Count	Frequency (%)
_	5928	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	130682	94.8%
Common	7211	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	29049	22.2%
p	17578	13.5%
a	10319	7.9%
e	9860	7.5%
h	9852	7.5%
i	9744	7.5%
r	6989	5.3%
o	4909	3.8%
n	4525	3.5%
v	4458	3.4%
Other values (20)	23399	17.9%

Common

Value	Count	Frequency (%)
_	5928	82.2%
4	364	5.0%
3	338	4.7%
0	174	2.4%
9	172	2.4%
5	172	2.4%
1	45	0.6%
2	17	0.2%
8	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	137893	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	29049	21.1%
p	17578	12.7%
a	10319	7.5%
e	9860	7.2%
h	9852	7.1%
i	9744	7.1%
r	6989	5.1%
_	5928	4.3%
o	4909	3.6%
n	4525	3.3%
Other values (29)	29140	21.1%

flag
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

SF	14973
S0	7009
REJ	2216
RSTR	497
RSTO	304
Other values (6)	193

Length

Max length	6
Median length	2
Mean length	2.155088917
Min length	2

Characters and Unicode

Total characters	54291
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	SF
2nd row	SF
3rd row	S0
4th row	SF
5th row	SF

Common Values

Value	Count	Frequency (%)
SF	14973	59.4%
S0	7009	27.8%
REJ	2216	8.8%
RSTR	497	2.0%
RSTO	304	1.2%
S1	88	0.3%
SH	43	0.2%
RSTOS0	21	0.1%
S2	21	0.1%
S3	15	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sf	14973	59.4%
s0	7009	27.8%
rej	2216	8.8%
rstr	497	2.0%
rsto	304	1.2%
s1	88	0.3%
sh	43	0.2%
rstos0	21	0.1%
s2	21	0.1%
s3	15	0.1%

Most occurring characters

Value	Count	Frequency (%)
S	22992	42.3%
F	14973	27.6%
0	7030	12.9%
R	3535	6.5%
E	2216	4.1%
J	2216	4.1%
T	827	1.5%
O	330	0.6%
1	88	0.2%
H	48	0.1%
Other values (2)	36	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	47137	86.8%
Decimal Number	7154	13.2%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
S	22992	48.8%
F	14973	31.8%
R	3535	7.5%
E	2216	4.7%
J	2216	4.7%
T	827	1.8%
O	330	0.7%
H	48	0.1%

Decimal Number

Value	Count	Frequency (%)
0	7030	98.3%
1	88	1.2%
2	21	0.3%
3	15	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	47137	86.8%
Common	7154	13.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	22992	48.8%
F	14973	31.8%
R	3535	7.5%
E	2216	4.7%
J	2216	4.7%
T	827	1.8%
O	330	0.7%
H	48	0.1%

Common

Value	Count	Frequency (%)
0	7030	98.3%
1	88	1.2%
2	21	0.3%
3	15	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	54291	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	22992	42.3%
F	14973	27.6%
0	7030	12.9%
R	3535	6.5%
E	2216	4.1%
J	2216	4.1%
T	827	1.5%
O	330	0.6%
1	88	0.2%
H	48	0.1%
Other values (2)	36	0.1%

src_bytes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	1665
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24330.62822

Minimum	0
Maximum	381709090
Zeros	9866
Zeros (%)	39.2%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	44
Q3	279
95-th percentile	1486.45
Maximum	381709090
Range	381709090
Interquartile range (IQR)	279

Descriptive statistics

Standard deviation	2410805.402
Coefficient of variation (CV)	99.08520983
Kurtosis	24944.61428
Mean	24330.62822
Median Absolute Deviation (MAD)	44
Skewness	157.5585416
Sum	612937186
Variance	5.811982686 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9866	39.2%
8	738	2.9%
1	480	1.9%
44	467	1.9%
45	416	1.7%
1032	390	1.5%
46	284	1.1%
43	231	0.9%
147	210	0.8%
105	204	0.8%
Other values (1655)	11906	47.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9866	39.2%
1	480	1.9%
4	1	< 0.1%
5	4	< 0.1%
6	32	0.1%
7	26	0.1%
8	738	2.9%
9	39	0.2%
10	32	0.1%
11	14	0.1%

Value	Count	Frequency (%)
381709090	1	< 0.1%
7665876	1	< 0.1%
7248552	1	< 0.1%
5135678	3	< 0.1%
5133876	8	< 0.1%
5131424	2	< 0.1%
5097472	1	< 0.1%
2280318	1	< 0.1%
2194620	2	< 0.1%
2194619	44	0.2%

dst_bytes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	3922
Distinct (%)	15.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3491.847174

Minimum	0
Maximum	5151385
Zeros	13574
Zeros (%)	53.9%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	530.25
95-th percentile	8314
Maximum	5151385
Range	5151385
Interquartile range (IQR)	530.25

Descriptive statistics

Standard deviation	88830.71833
Coefficient of variation (CV)	25.43946339
Kurtosis	3130.172645
Mean	3491.847174
Median Absolute Deviation (MAD)	0
Skewness	54.77757621
Sum	87966614
Variance	7890896519
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13574	53.9%
105	309	1.2%
8314	175	0.7%
44	115	0.5%
42	105	0.4%
330	105	0.4%
332	103	0.4%
331	97	0.4%
4	94	0.4%
329	88	0.3%
Other values (3912)	10427	41.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13574	53.9%
1	6	< 0.1%
4	94	0.4%
15	7	< 0.1%
17	7	< 0.1%
18	3	< 0.1%
24	2	< 0.1%
26	3	< 0.1%
28	2	< 0.1%
29	8	< 0.1%

Value	Count	Frequency (%)
5151385	1	< 0.1%
5150836	1	< 0.1%
5150772	1	< 0.1%
5150180	1	< 0.1%
5149533	1	< 0.1%
5131424	1	< 0.1%
5129964	1	< 0.1%
1639484	1	< 0.1%
1593580	1	< 0.1%
1437092	1	< 0.1%

land
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25190
1	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25190	> 99.9%
1	2	< 0.1%

wrong_fragment
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	24968
3	187
1	37

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	24968	99.1%
3	187	0.7%
1	37	0.1%

urgent
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25191
1	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25191	> 99.9%
1	1	< 0.1%

hot
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19803906

Minimum	0
Maximum	77
Zeros	24672
Zeros (%)	97.9%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.154201767
Coefficient of variation (CV)	10.87766104
Kurtosis	213.6979586
Mean	0.19803906
Median Absolute Deviation (MAD)	0
Skewness	13.58953733
Sum	4989
Variance	4.640585254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	24672	97.9%
2	200	0.8%
1	78	0.3%
30	55	0.2%
28	52	0.2%
4	37	0.1%
6	26	0.1%
5	17	0.1%
22	13	0.1%
24	9	< 0.1%
Other values (12)	33	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24672	97.9%
1	78	0.3%
2	200	0.8%
3	7	< 0.1%
4	37	0.1%
5	17	0.1%
6	26	0.1%
7	2	< 0.1%
11	1	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
77	1	< 0.1%
30	55	0.2%
28	52	0.2%
25	1	< 0.1%
24	9	< 0.1%
22	13	0.1%
20	1	< 0.1%
19	8	< 0.1%
18	6	< 0.1%
17	1	< 0.1%

num_failed_logins
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25169
1	19
2	2
3	1
4	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25169	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

logged_in
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	15247
1	9945

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

Most occurring characters

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	15247	60.5%
1	9945	39.5%

num_compromised
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2278501111

Minimum	0
Maximum	884
Zeros	24920
Zeros (%)	98.9%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	884
Range	884
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.41735204
Coefficient of variation (CV)	45.7201973
Kurtosis	4313.775786
Mean	0.2278501111
Median Absolute Deviation (MAD)	0
Skewness	62.19108752
Sum	5740
Variance	108.5212235
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	24920	98.9%
1	194	0.8%
2	21	0.1%
4	13	0.1%
6	8	< 0.1%
3	7	< 0.1%
5	5	< 0.1%
7	2	< 0.1%
151	2	< 0.1%
12	2	< 0.1%
Other values (18)	18	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24920	98.9%
1	194	0.8%
2	21	0.1%
3	7	< 0.1%
4	13	0.1%
5	5	< 0.1%
6	8	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
884	1	< 0.1%
789	1	< 0.1%
558	1	< 0.1%
520	1	< 0.1%
462	1	< 0.1%
457	1	< 0.1%
371	1	< 0.1%
217	1	< 0.1%
193	1	< 0.1%
157	1	< 0.1%

root_shell
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25153
1	39

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25153	99.8%
1	39	0.2%

su_attempted
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25171
2	13
1	8

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25171	99.9%
2	13	0.1%
1	8	< 0.1%

num_root
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2498412194

Minimum	0
Maximum	975
Zeros	25058
Zeros (%)	99.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	975
Range	975
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.5008418
Coefficient of variation (CV)	46.03260352
Kurtosis	4315.767476
Mean	0.2498412194
Median Absolute Deviation (MAD)	0
Skewness	62.3210635
Sum	6294
Variance	132.269362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	25058	99.5%
1	47	0.2%
9	24	0.1%
6	23	0.1%
2	10	< 0.1%
5	6	< 0.1%
4	2	< 0.1%
3	2	< 0.1%
14	1	< 0.1%
100	1	< 0.1%
Other values (18)	18	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25058	99.5%
1	47	0.2%
2	10	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	6	< 0.1%
6	23	0.1%
7	1	< 0.1%
9	24	0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
975	1	< 0.1%
867	1	< 0.1%
629	1	< 0.1%
572	1	< 0.1%
512	1	< 0.1%
508	1	< 0.1%
417	1	< 0.1%
247	1	< 0.1%
191	1	< 0.1%
179	1	< 0.1%

num_file_creations
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01472689743

Minimum	0
Maximum	40
Zeros	25126
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	40
Range	40
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5296023002
Coefficient of variation (CV)	35.96156643
Kurtosis	3158.205144
Mean	0.01472689743
Median Absolute Deviation (MAD)	0
Skewness	52.1416881
Sum	371
Variance	0.2804785964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	25126	99.7%
1	37	0.1%
2	7	< 0.1%
4	3	< 0.1%
8	2	< 0.1%
18	2	< 0.1%
5	2	< 0.1%
21	1	< 0.1%
11	1	< 0.1%
20	1	< 0.1%
Other values (10)	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25126	99.7%
1	37	0.1%
2	7	< 0.1%
3	1	< 0.1%
4	3	< 0.1%
5	2	< 0.1%
6	1	< 0.1%
8	2	< 0.1%
11	1	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
40	1	< 0.1%
38	1	< 0.1%
29	1	< 0.1%
21	1	< 0.1%
20	1	< 0.1%
19	1	< 0.1%
18	2	< 0.1%
17	1	< 0.1%
15	1	< 0.1%
14	1	< 0.1%

num_shells
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25183
1	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25183	> 99.9%
1	9	< 0.1%

num_access_files
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.004326770403

Minimum	0
Maximum	8
Zeros	25113
Zeros (%)	99.7%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.09852397678
Coefficient of variation (CV)	22.7707892
Kurtosis	2499.907798
Mean	0.004326770403
Median Absolute Deviation (MAD)	0
Skewness	41.75276352
Sum	109
Variance	0.009706974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	25113	99.7%
1	65	0.3%
2	8	< 0.1%
3	2	< 0.1%
5	2	< 0.1%
4	1	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25113	99.7%
1	65	0.3%
2	8	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	2	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
5	2	< 0.1%
4	1	< 0.1%
3	2	< 0.1%
2	8	< 0.1%
1	65	0.3%
0	25113	99.7%

num_outbound_cmds
Categorical

CONSTANT
HIGH CORRELATION
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25192

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25192	100.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25192	100.0%

is_host_login
Categorical

CONSTANT
HIGH CORRELATION
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	25192

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	25192	100.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	25192	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	25192	100.0%

is_guest_login
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

0	24962
1	230

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	25192
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	25192	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	25192	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	25192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	24962	99.1%
1	230	0.9%

count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	466
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.59117974

Minimum	1
Maximum	511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	14
Q3	144
95-th percentile	286
Maximum	511
Range	510
Interquartile range (IQR)	142

Descriptive statistics

Standard deviation	114.6734509
Coefficient of variation (CV)	1.355619478
Kurtosis	1.978018032
Mean	84.59117974
Median Absolute Deviation (MAD)	13
Skewness	1.503732531
Sum	2131021
Variance	13150.00034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5519	21.9%
2	1934	7.7%
3	769	3.1%
4	696	2.8%
5	597	2.4%
6	477	1.9%
7	462	1.8%
8	404	1.6%
9	342	1.4%
11	317	1.3%
Other values (456)	13675	54.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5519	21.9%
2	1934	7.7%
3	769	3.1%
4	696	2.8%
5	597	2.4%
6	477	1.9%
7	462	1.8%
8	404	1.6%
9	342	1.4%
10	311	1.2%

Value	Count	Frequency (%)
511	293	1.2%
510	58	0.2%
509	49	0.2%
508	6	< 0.1%
507	1	< 0.1%
506	1	< 0.1%
502	1	< 0.1%
500	3	< 0.1%
497	1	< 0.1%
496	2	< 0.1%

srv_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	414
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.69875357

Minimum	1
Maximum	511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	8
Q3	18
95-th percentile	157
Maximum	511
Range	510
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	72.46824199
Coefficient of variation (CV)	2.616299748
Kurtosis	24.39669648
Mean	27.69875357
Median Absolute Deviation (MAD)	7
Skewness	4.707522831
Sum	697787
Variance	5251.646097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5080	20.2%
2	2538	10.1%
3	1223	4.9%
4	1086	4.3%
5	913	3.6%
6	849	3.4%
7	800	3.2%
8	751	3.0%
9	718	2.9%
11	688	2.7%
Other values (404)	10546	41.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5080	20.2%
2	2538	10.1%
3	1223	4.9%
4	1086	4.3%
5	913	3.6%
6	849	3.4%
7	800	3.2%
8	751	3.0%
9	718	2.9%
10	647	2.6%

Value	Count	Frequency (%)
511	200	0.8%
510	36	0.1%
509	6	< 0.1%
508	2	< 0.1%
500	1	< 0.1%
497	1	< 0.1%
496	1	< 0.1%
492	2	< 0.1%
489	1	< 0.1%
488	1	< 0.1%

serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	70
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2863377263

Minimum	0
Maximum	1
Zeros	17329
Zeros (%)	68.8%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4473123227
Coefficient of variation (CV)	1.562184378
Kurtosis	-1.07438947
Mean	0.2863377263
Median Absolute Deviation (MAD)	0
Skewness	0.9526467377
Sum	7213.42
Variance	0.200088314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17329	68.8%
1	6941	27.6%
0.5	122	0.5%
0.07	53	0.2%
0.06	50	0.2%
0.05	50	0.2%
0.33	48	0.2%
0.01	46	0.2%
0.08	46	0.2%
0.25	43	0.2%
Other values (60)	464	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17329	68.8%
0.01	46	0.2%
0.02	16	0.1%
0.03	31	0.1%
0.04	29	0.1%
0.05	50	0.2%
0.06	50	0.2%
0.07	53	0.2%
0.08	46	0.2%
0.09	38	0.2%

Value	Count	Frequency (%)
1	6941	27.6%
0.99	41	0.2%
0.98	12	< 0.1%
0.97	16	0.1%
0.96	7	< 0.1%
0.95	6	< 0.1%
0.94	2	< 0.1%
0.93	6	< 0.1%
0.92	2	< 0.1%
0.91	1	< 0.1%

srv_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2837623055

Minimum	0
Maximum	1
Zeros	17708
Zeros (%)	70.3%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4475989077
Coefficient of variation (CV)	1.577372678
Kurtosis	-1.057887633
Mean	0.2837623055
Median Absolute Deviation (MAD)	0
Skewness	0.9634997182
Sum	7148.54
Variance	0.2003447822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17708	70.3%
1	7003	27.8%
0.5	94	0.4%
0.33	51	0.2%
0.25	42	0.2%
0.2	32	0.1%
0.05	26	0.1%
0.17	22	0.1%
0.03	20	0.1%
0.04	20	0.1%
Other values (46)	174	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17708	70.3%
0.01	1	< 0.1%
0.02	13	0.1%
0.03	20	0.1%
0.04	20	0.1%
0.05	26	0.1%
0.06	10	< 0.1%
0.07	16	0.1%
0.08	10	< 0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	7003	27.8%
0.95	9	< 0.1%
0.94	1	< 0.1%
0.93	1	< 0.1%
0.92	3	< 0.1%
0.91	3	< 0.1%
0.9	4	< 0.1%
0.89	3	< 0.1%
0.88	1	< 0.1%
0.86	1	< 0.1%

rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	72
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1186301207

Minimum	0
Maximum	1
Zeros	21985
Zeros (%)	87.3%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3187454708
Coefficient of variation (CV)	2.686884823
Kurtosis	3.547199001
Mean	0.1186301207
Median Absolute Deviation (MAD)	0
Skewness	2.346358337
Sum	2988.53
Variance	0.1015986751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21985	87.3%
1	2552	10.1%
0.9	43	0.2%
0.89	39	0.2%
0.91	38	0.2%
0.92	38	0.2%
0.95	37	0.1%
0.5	36	0.1%
0.93	34	0.1%
0.94	31	0.1%
Other values (62)	359	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21985	87.3%
0.01	8	< 0.1%
0.02	15	0.1%
0.03	21	0.1%
0.04	9	< 0.1%
0.05	8	< 0.1%
0.06	2	< 0.1%
0.07	8	< 0.1%
0.08	5	< 0.1%
0.09	1	< 0.1%

Value	Count	Frequency (%)
1	2552	10.1%
0.99	6	< 0.1%
0.98	2	< 0.1%
0.97	7	< 0.1%
0.96	11	< 0.1%
0.95	37	0.1%
0.94	31	0.1%
0.93	34	0.1%
0.92	38	0.2%
0.91	38	0.2%

srv_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	42
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1202604001

Minimum	0
Maximum	1
Zeros	21959
Zeros (%)	87.2%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3223353519
Coefficient of variation (CV)	2.680311653
Kurtosis	3.513875405
Mean	0.1202604001
Median Absolute Deviation (MAD)	0
Skewness	2.340787023
Sum	3029.6
Variance	0.1039000791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	21959	87.2%
1	2937	11.7%
0.5	56	0.2%
0.33	32	0.1%
0.25	26	0.1%
0.17	17	0.1%
0.2	16	0.1%
0.04	14	0.1%
0.08	11	< 0.1%
0.67	11	< 0.1%
Other values (32)	113	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21959	87.2%
0.02	9	< 0.1%
0.03	8	< 0.1%
0.04	14	0.1%
0.05	8	< 0.1%
0.06	10	< 0.1%
0.07	7	< 0.1%
0.08	11	< 0.1%
0.09	2	< 0.1%
0.1	8	< 0.1%

Value	Count	Frequency (%)
1	2937	11.7%
0.85	1	< 0.1%
0.84	1	< 0.1%
0.83	3	< 0.1%
0.81	2	< 0.1%
0.8	3	< 0.1%
0.79	2	< 0.1%
0.76	1	< 0.1%
0.75	5	< 0.1%
0.74	1	< 0.1%

same_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	97
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6605589076

Minimum	0
Maximum	1
Zeros	543
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	0.4396373803
Coefficient of variation (CV)	0.6655536324
Kurtosis	-1.611734832
Mean	0.6605589076
Median Absolute Deviation (MAD)	0
Skewness	-0.5704892479
Sum	16640.8
Variance	0.1932810262
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	15357	61.0%
0.01	827	3.3%
0.02	710	2.8%
0.06	681	2.7%
0.03	678	2.7%
0.07	671	2.7%
0.04	658	2.6%
0.08	601	2.4%
0.05	590	2.3%
0	543	2.2%
Other values (87)	3876	15.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	543	2.2%
0.01	827	3.3%
0.02	710	2.8%
0.03	678	2.7%
0.04	658	2.6%
0.05	590	2.3%
0.06	681	2.7%
0.07	671	2.7%
0.08	601	2.4%
0.09	399	1.6%

Value	Count	Frequency (%)
1	15357	61.0%
0.99	147	0.6%
0.98	18	0.1%
0.97	9	< 0.1%
0.96	4	< 0.1%
0.95	3	< 0.1%
0.94	3	< 0.1%
0.93	9	< 0.1%
0.92	6	< 0.1%
0.91	2	< 0.1%

diff_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	79
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.06236305176

Minimum	0
Maximum	1
Zeros	15245
Zeros (%)	60.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	0.29
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.1785499962
Coefficient of variation (CV)	2.863073424
Kurtosis	19.29583341
Mean	0.06236305176
Median Absolute Deviation (MAD)	0
Skewness	4.417749091
Sum	1571.05
Variance	0.03188010113
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15245	60.5%
0.06	3861	15.3%
0.07	1947	7.7%
0.05	1350	5.4%
1	663	2.6%
0.08	374	1.5%
0.01	194	0.8%
0.04	130	0.5%
0.09	121	0.5%
0.5	116	0.5%
Other values (69)	1191	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15245	60.5%
0.01	194	0.8%
0.02	49	0.2%
0.03	48	0.2%
0.04	130	0.5%
0.05	1350	5.4%
0.06	3861	15.3%
0.07	1947	7.7%
0.08	374	1.5%
0.09	121	0.5%

Value	Count	Frequency (%)
1	663	2.6%
0.99	10	< 0.1%
0.98	2	< 0.1%
0.97	1	< 0.1%
0.96	8	< 0.1%
0.95	12	< 0.1%
0.83	2	< 0.1%
0.82	1	< 0.1%
0.8	2	< 0.1%
0.79	1	< 0.1%

srv_diff_host_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	57
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09593085106

Minimum	0
Maximum	1
Zeros	19517
Zeros (%)	77.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2565828469
Coefficient of variation (CV)	2.674664553
Kurtosis	7.010158078
Mean	0.09593085106
Median Absolute Deviation (MAD)	0
Skewness	2.885942113
Sum	2416.69
Variance	0.06583475732
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19517	77.5%
1	1559	6.2%
0.01	586	2.3%
0.67	210	0.8%
0.5	193	0.8%
0.12	170	0.7%
0.33	167	0.7%
0.25	164	0.7%
0.02	153	0.6%
0.11	143	0.6%
Other values (47)	2330	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19517	77.5%
0.01	586	2.3%
0.02	153	0.6%
0.03	40	0.2%
0.04	39	0.2%
0.05	59	0.2%
0.06	118	0.5%
0.07	111	0.4%
0.08	124	0.5%
0.09	112	0.4%

Value	Count	Frequency (%)
1	1559	6.2%
0.88	1	< 0.1%
0.83	1	< 0.1%
0.8	14	0.1%
0.75	58	0.2%
0.71	3	< 0.1%
0.67	210	0.8%
0.62	3	< 0.1%
0.6	41	0.2%
0.57	7	< 0.1%

dst_host_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	256
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.5320737

Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	84
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	171

Descriptive statistics

Standard deviation	98.99389516
Coefficient of variation (CV)	0.5423369886
Kurtosis	-1.044780944
Mean	182.5320737
Median Absolute Deviation (MAD)	0
Skewness	-0.8431608128
Sum	4598348
Variance	9799.791278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	14850	58.9%
1	601	2.4%
2	554	2.2%
3	251	1.0%
4	241	1.0%
5	162	0.6%
6	157	0.6%
8	134	0.5%
10	112	0.4%
11	111	0.4%
Other values (246)	8019	31.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	601	2.4%
2	554	2.2%
3	251	1.0%
4	241	1.0%
5	162	0.6%
6	157	0.6%
7	107	0.4%
8	134	0.5%
9	110	0.4%

Value	Count	Frequency (%)
255	14850	58.9%
254	17	0.1%
253	17	0.1%
252	17	0.1%
251	12	< 0.1%
250	18	0.1%
249	15	0.1%
248	17	0.1%
247	21	0.1%
246	23	0.1%

dst_host_srv_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	256
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	115.0630359

Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
median	61
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	245

Descriptive statistics

Standard deviation	110.6468504
Coefficient of variation (CV)	0.9616194245
Kurtosis	-1.751039982
Mean	115.0630359
Median Absolute Deviation (MAD)	59
Skewness	0.294305757
Sum	2898668
Variance	12242.72549
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	7148	28.4%
1	1658	6.6%
2	1041	4.1%
3	556	2.2%
4	516	2.0%
20	475	1.9%
5	464	1.8%
6	453	1.8%
254	440	1.7%
19	433	1.7%
Other values (246)	12008	47.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1658	6.6%
2	1041	4.1%
3	556	2.2%
4	516	2.0%
5	464	1.8%
6	453	1.8%
7	410	1.6%
8	426	1.7%
9	404	1.6%

Value	Count	Frequency (%)
255	7148	28.4%
254	440	1.7%
253	91	0.4%
252	35	0.1%
251	81	0.3%
250	67	0.3%
249	42	0.2%
248	44	0.2%
247	57	0.2%
246	52	0.2%

dst_host_same_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5197908066

Minimum	0
Maximum	1
Zeros	1379
Zeros (%)	5.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
median	0.51
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	0.4489439174
Coefficient of variation (CV)	0.86370115
Kurtosis	-1.88463264
Mean	0.5197908066
Median Absolute Deviation (MAD)	0.49
Skewness	-0.004023662232
Sum	13094.57
Variance	0.201550641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9758	38.7%
0.01	1541	6.1%
0	1379	5.5%
0.02	1325	5.3%
0.07	1122	4.5%
0.04	1046	4.2%
0.05	1017	4.0%
0.03	799	3.2%
0.06	701	2.8%
0.08	577	2.3%
Other values (91)	5927	23.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1379	5.5%
0.01	1541	6.1%
0.02	1325	5.3%
0.03	799	3.2%
0.04	1046	4.2%
0.05	1017	4.0%
0.06	701	2.8%
0.07	1122	4.5%
0.08	577	2.3%
0.09	360	1.4%

Value	Count	Frequency (%)
1	9758	38.7%
0.99	121	0.5%
0.98	170	0.7%
0.97	101	0.4%
0.96	160	0.6%
0.95	126	0.5%
0.94	87	0.3%
0.93	81	0.3%
0.92	72	0.3%
0.91	69	0.3%

dst_host_diff_srv_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08253850429

Minimum	0
Maximum	1
Zeros	9343
Zeros (%)	37.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.03
Q3	0.07
95-th percentile	0.56
Maximum	1
Range	1
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.1871911135
Coefficient of variation (CV)	2.267924712
Kurtosis	12.72750928
Mean	0.08253850429
Median Absolute Deviation (MAD)	0.03
Skewness	3.616184988
Sum	2079.31
Variance	0.03504051299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9343	37.1%
0.07	3448	13.7%
0.06	1917	7.6%
0.01	1881	7.5%
0.05	1436	5.7%
0.08	1367	5.4%
0.02	1327	5.3%
0.03	745	3.0%
0.04	603	2.4%
0.09	523	2.1%
Other values (91)	2602	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9343	37.1%
0.01	1881	7.5%
0.02	1327	5.3%
0.03	745	3.0%
0.04	603	2.4%
0.05	1436	5.7%
0.06	1917	7.6%
0.07	3448	13.7%
0.08	1367	5.4%
0.09	523	2.1%

Value	Count	Frequency (%)
1	408	1.6%
0.99	7	< 0.1%
0.98	6	< 0.1%
0.97	18	0.1%
0.96	12	< 0.1%
0.95	14	0.1%
0.94	12	< 0.1%
0.93	3	< 0.1%
0.92	6	< 0.1%
0.91	28	0.1%

dst_host_same_src_port_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1474527628

Minimum	0
Maximum	1
Zeros	12673
Zeros (%)	50.3%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.3083665911
Coefficient of variation (CV)	2.091290697
Kurtosis	2.810803318
Mean	0.1474527628
Median Absolute Deviation (MAD)	0
Skewness	2.09852676
Sum	3714.63
Variance	0.0950899545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12673	50.3%
0.01	3557	14.1%
1	2052	8.1%
0.02	1115	4.4%
0.03	624	2.5%
0.04	447	1.8%
0.05	315	1.3%
0.5	232	0.9%
0.08	230	0.9%
0.06	226	0.9%
Other values (91)	3721	14.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12673	50.3%
0.01	3557	14.1%
0.02	1115	4.4%
0.03	624	2.5%
0.04	447	1.8%
0.05	315	1.3%
0.06	226	0.9%
0.07	199	0.8%
0.08	230	0.9%
0.09	150	0.6%

Value	Count	Frequency (%)
1	2052	8.1%
0.99	19	0.1%
0.98	37	0.1%
0.97	32	0.1%
0.96	46	0.2%
0.95	61	0.2%
0.94	24	0.1%
0.93	33	0.1%
0.92	15	0.1%
0.91	29	0.1%

dst_host_srv_diff_host_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	63
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03184423627

Minimum	0
Maximum	1
Zeros	17387
Zeros (%)	69.0%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.18
Maximum	1
Range	1
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.1105749689
Coefficient of variation (CV)	3.472369943
Kurtosis	36.89909997
Mean	0.03184423627
Median Absolute Deviation (MAD)	0
Skewness	5.617065211
Sum	802.22
Variance	0.01222682374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17387	69.0%
0.02	1612	6.4%
0.01	1468	5.8%
0.03	950	3.8%
0.04	870	3.5%
0.05	608	2.4%
0.5	317	1.3%
0.06	264	1.0%
0.07	215	0.9%
0.25	205	0.8%
Other values (53)	1296	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17387	69.0%
0.01	1468	5.8%
0.02	1612	6.4%
0.03	950	3.8%
0.04	870	3.5%
0.05	608	2.4%
0.06	264	1.0%
0.07	215	0.9%
0.08	87	0.3%
0.09	71	0.3%

Value	Count	Frequency (%)
1	132	0.5%
0.97	1	< 0.1%
0.86	1	< 0.1%
0.8	1	< 0.1%
0.75	3	< 0.1%
0.67	16	0.1%
0.6	5	< 0.1%
0.57	5	< 0.1%
0.56	8	< 0.1%
0.55	4	< 0.1%

dst_host_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	100
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.285800254

Minimum	0
Maximum	1
Zeros	16221
Zeros (%)	64.4%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4453164751
Coefficient of variation (CV)	1.558138836
Kurtosis	-1.06135891
Mean	0.285800254
Median Absolute Deviation (MAD)	0
Skewness	0.95814722
Sum	7199.88
Variance	0.198306763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16221	64.4%
1	6739	26.8%
0.01	680	2.7%
0.02	237	0.9%
0.03	149	0.6%
0.04	83	0.3%
0.09	79	0.3%
0.08	69	0.3%
0.05	64	0.3%
0.99	59	0.2%
Other values (90)	812	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16221	64.4%
0.01	680	2.7%
0.02	237	0.9%
0.03	149	0.6%
0.04	83	0.3%
0.05	64	0.3%
0.06	34	0.1%
0.07	47	0.2%
0.08	69	0.3%
0.09	79	0.3%

Value	Count	Frequency (%)
1	6739	26.8%
0.99	59	0.2%
0.98	36	0.1%
0.97	18	0.1%
0.96	20	0.1%
0.95	14	0.1%
0.94	21	0.1%
0.93	15	0.1%
0.92	11	< 0.1%
0.91	8	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	88
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2798463798

Minimum	0
Maximum	1
Zeros	17005
Zeros (%)	67.5%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4460753261
Coefficient of variation (CV)	1.594000703
Kurtosis	-1.021722713
Mean	0.2798463798
Median Absolute Deviation (MAD)	0
Skewness	0.9843387293
Sum	7049.89
Variance	0.1989831966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17005	67.5%
1	6862	27.2%
0.01	758	3.0%
0.02	136	0.5%
0.03	32	0.1%
0.5	24	0.1%
0.08	16	0.1%
0.12	16	0.1%
0.04	15	0.1%
0.05	15	0.1%
Other values (78)	313	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17005	67.5%
0.01	758	3.0%
0.02	136	0.5%
0.03	32	0.1%
0.04	15	0.1%
0.05	15	0.1%
0.06	15	0.1%
0.07	14	0.1%
0.08	16	0.1%
0.09	10	< 0.1%

Value	Count	Frequency (%)
1	6862	27.2%
0.98	6	< 0.1%
0.97	13	0.1%
0.96	13	0.1%
0.95	6	< 0.1%
0.94	8	< 0.1%
0.93	7	< 0.1%
0.92	4	< 0.1%
0.91	9	< 0.1%
0.9	2	< 0.1%

dst_host_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1178000953

Minimum	0
Maximum	1
Zeros	20688
Zeros (%)	82.1%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3058692457
Coefficient of variation (CV)	2.596511021
Kurtosis	3.765595798
Mean	0.1178000953
Median Absolute Deviation (MAD)	0
Skewness	2.363706744
Sum	2967.62
Variance	0.09355599545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20688	82.1%
1	2069	8.2%
0.01	359	1.4%
0.02	232	0.9%
0.03	110	0.4%
0.05	85	0.3%
0.04	77	0.3%
0.92	52	0.2%
0.9	46	0.2%
0.91	43	0.2%
Other values (91)	1431	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20688	82.1%
0.01	359	1.4%
0.02	232	0.9%
0.03	110	0.4%
0.04	77	0.3%
0.05	85	0.3%
0.06	33	0.1%
0.07	39	0.2%
0.08	37	0.1%
0.09	15	0.1%

Value	Count	Frequency (%)
1	2069	8.2%
0.99	7	< 0.1%
0.98	12	< 0.1%
0.97	20	0.1%
0.96	39	0.2%
0.95	29	0.1%
0.94	23	0.1%
0.93	23	0.1%
0.92	52	0.2%
0.91	43	0.2%

dst_host_srv_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	100
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1187694506

Minimum	0
Maximum	1
Zeros	21349
Zeros (%)	84.7%
Negative	0
Negative (%)	0.0%
Memory size	196.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3173334682
Coefficient of variation (CV)	2.671844204
Kurtosis	3.633093022
Mean	0.1187694506
Median Absolute Deviation (MAD)	0
Skewness	2.360483562
Sum	2992.04
Variance	0.1007005301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21349	84.7%
1	2617	10.4%
0.01	253	1.0%
0.02	124	0.5%
0.03	78	0.3%
0.04	69	0.3%
0.05	63	0.3%
0.06	36	0.1%
0.99	33	0.1%
0.98	30	0.1%
Other values (90)	540	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21349	84.7%
0.01	253	1.0%
0.02	124	0.5%
0.03	78	0.3%
0.04	69	0.3%
0.05	63	0.3%
0.06	36	0.1%
0.07	17	0.1%
0.08	18	0.1%
0.09	11	< 0.1%

Value	Count	Frequency (%)
1	2617	10.4%
0.99	33	0.1%
0.98	30	0.1%
0.97	19	0.1%
0.96	17	0.1%
0.95	11	< 0.1%
0.94	11	< 0.1%
0.93	10	< 0.1%
0.92	7	< 0.1%
0.91	7	< 0.1%

class
Categorical

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.9 KiB

normal	13449
anomaly	11743

Length

Max length	7
Median length	6
Mean length	6.466140044
Min length	6

Characters and Unicode

Total characters	162895
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	normal
2nd row	normal
3rd row	anomaly
4th row	normal
5th row	normal

Common Values

Value	Count	Frequency (%)
normal	13449	53.4%
anomaly	11743	46.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
normal	13449	53.4%
anomaly	11743	46.6%

Most occurring characters

Value	Count	Frequency (%)
a	36935	22.7%
n	25192	15.5%
o	25192	15.5%
m	25192	15.5%
l	25192	15.5%
r	13449	8.3%
y	11743	7.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	162895	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	36935	22.7%
n	25192	15.5%
o	25192	15.5%
m	25192	15.5%
l	25192	15.5%
r	13449	8.3%
y	11743	7.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	162895	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	36935	22.7%
n	25192	15.5%
o	25192	15.5%
m	25192	15.5%
l	25192	15.5%
r	13449	8.3%
y	11743	7.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	162895	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	36935	22.7%
n	25192	15.5%
o	25192	15.5%
m	25192	15.5%
l	25192	15.5%
r	13449	8.3%
y	11743	7.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	class
0	tcp	ftp_data	SF	491	0	0	2	2	0.0	0.0	0.0	0.0	1.00	0.00	0.00	150	25	0.17	0.03	0.17	0.00	0.00	0.00	0.05	0.00	normal
1	udp	other	SF	146	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.00	0.00	normal
2	tcp	private	S0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.00	0.00	anomaly
3	tcp	http	SF	232	8153	1	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.00	0.01	normal
4	tcp	http	SF	199	420	1	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	normal
5	tcp	private	REJ	0	0	0	121	19	0.0	0.0	1.0	1.0	0.16	0.06	0.00	255	19	0.07	0.07	0.00	0.00	0.00	0.00	1.00	1.00	anomaly
6	tcp	private	S0	0	0	0	166	9	1.0	1.0	0.0	0.0	0.05	0.06	0.00	255	9	0.04	0.05	0.00	0.00	1.00	1.00	0.00	0.00	anomaly
7	tcp	private	S0	0	0	0	117	16	1.0	1.0	0.0	0.0	0.14	0.06	0.00	255	15	0.06	0.07	0.00	0.00	1.00	1.00	0.00	0.00	anomaly
8	tcp	remote_job	S0	0	0	0	270	23	1.0	1.0	0.0	0.0	0.09	0.05	0.00	255	23	0.09	0.05	0.00	0.00	1.00	1.00	0.00	0.00	anomaly
9	tcp	private	S0	0	0	0	133	8	1.0	1.0	0.0	0.0	0.06	0.06	0.00	255	13	0.05	0.06	0.00	0.00	1.00	1.00	0.00	0.00	anomaly

Last rows

	duration	protocol_type	service	flag	src_bytes	dst_bytes	hot	logged_in	is_guest_login	count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	class
25182	0	tcp	other	REJ	0	0	0	0	0	511	1	0.12	0.00	0.85	1.0	0.00	1.00	0.00	255	1	0.00	1.00	0.00	0.00	0.16	0.0	0.82	1.0	anomaly
25183	0	tcp	private	REJ	0	0	0	0	0	314	1	0.03	0.00	0.95	1.0	0.00	1.00	0.00	255	1	0.00	1.00	0.00	0.00	0.04	0.0	0.96	1.0	anomaly
25184	29	tcp	ftp	SF	329	1063	6	1	1	1	1	0.00	0.00	0.00	0.0	1.00	0.00	0.00	255	60	0.24	0.02	0.00	0.00	0.00	0.0	0.03	0.1	normal
25185	1	tcp	smtp	SF	2896	333	0	1	0	1	3	0.00	0.00	0.00	0.0	1.00	0.00	1.00	12	11	0.92	0.17	0.08	0.00	0.00	0.0	0.00	0.0	normal
25186	0	tcp	http	S1	339	14600	0	1	0	2	33	0.50	0.03	0.00	0.0	1.00	0.00	0.06	173	255	1.00	0.00	0.01	0.01	0.01	0.0	0.01	0.0	normal
25187	0	tcp	exec	RSTO	0	0	0	0	0	100	7	0.00	0.00	1.00	1.0	0.07	0.07	0.00	255	7	0.03	0.06	0.00	0.00	0.00	0.0	1.00	1.0	anomaly
25188	0	tcp	ftp_data	SF	334	0	0	1	0	1	1	0.00	0.00	0.00	0.0	1.00	0.00	0.00	1	39	1.00	0.00	1.00	0.18	0.00	0.0	0.00	0.0	anomaly
25189	0	tcp	private	REJ	0	0	0	0	0	105	7	0.00	0.00	1.00	1.0	0.07	0.07	0.00	255	13	0.05	0.07	0.00	0.00	0.00	0.0	1.00	1.0	anomaly
25190	0	tcp	nnsp	S0	0	0	0	0	0	129	18	1.00	1.00	0.00	0.0	0.14	0.06	0.00	255	20	0.08	0.06	0.00	0.00	1.00	1.0	0.00	0.0	anomaly
25191	0	tcp	finger	S0	0	0	0	0	0	38	9	1.00	1.00	0.00	0.0	0.24	0.11	0.00	255	49	0.19	0.03	0.01	0.00	1.00	1.0	0.00	0.0	anomaly

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script